Memory efficient vectorization of a for loop
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Hello all,
I have the following piece of code which generate a nxnxm logical matrix A at the end. A matrix contains a lot of zeros. Each nxn matrix contains n 1s and remaining 0s.
clc;
clear; close all;
n = 3;
M = 2*n;
No_of_switches_in_each_column = [2,3,3,2,2];
tic
Ns = sum(No_of_switches_in_each_column);
All_possible_switching_states = 2^Ns;
I = eye(6);
Qi = [1,3,5,2,4,6];
Map_s2c = I(Qi',:);
Map_c2s = I(:,Qi);
TT_4allpossible_switch_states = dec2bin(0:All_possible_switching_states-1); % Truth table for Ns switches
Sw = cell(1,Ns); % Cell to store state (bar or cross) matricess of Ns No of switches.
A = false([6 6 All_possible_switching_states]);
%//********************************************************************//
for i = 1:All_possible_switching_states
comb_i = TT_4allpossible_switch_states(i,:);
for n = 1:Ns
if(strcmp(comb_i(n),'0'))
Sw{n} = [1 0; 0 1];
else
Sw{n} = [0 1; 1 0];
end
end
S1 = Sw{1}; S2 = Sw{2}; S3 = Sw{3};
S4 = Sw{4}; S5 = Sw{5}; S6 = Sw{6};
S7 = Sw{7}; S8 = Sw{8}; S9 = Sw{9};
S10 = Sw{10}; S11 = Sw{11};
S12 = Sw{12};
C1 = logical([1 zeros(1,5);...
zeros(2,1) S1 zeros(2,3);...
zeros(2,3) S2 zeros(2,1);...
zeros(1,5) 1]);
C2 = logical([S3 zeros(2,4);...
zeros(2) S4 zeros(2);...
zeros(2,4) S5]);
C3 = logical([S6 zeros(2,4);...
zeros(2) S7 zeros(2);...
zeros(2,4) S8]);
C4 = logical([S9 zeros(2,4);...
zeros(1,2) 1 zeros(1,3);...
zeros(1,3) 1 zeros(1,2);...
zeros(2,4) S10]);
C5 = logical([1 zeros(1,5);...
zeros(2,1) S11 zeros(2,3);...
zeros(2,3) S12 zeros(2,1);...
zeros(1,5) 1]);
A(:,:,i) = logical(C1*C2*Map_s2c*C3*Map_c2s*C4*C5);
end
I want an efficient implementation of the above code in terms of memory (it fails for larger arrays - array exceeds maximum array size preference) and computations.
It would be desirable to not use for loop and cell arrays.
Thanks
답변 (1개)
darova
2020년 3월 29일
Store values manually like sparse
% preallocation?
irow = [];
icol = [];
iplane = [];
for i = 1:...
% do stuff
val = logical(C1*C2*Map_s2c*C3*Map_c2s*C4*C5);
if sum(val(:))
[ii,jj] = find(val);
irow = [irow; ii];
icol = [icol; jj];
iplane = [iplane; i+ii*0];
end
end
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